Martin Anthony: Neural Network Learning

Cover: 9780521573535 | Neural Network Learning | Martin Anthony (u. a.) | Buch | Englisch

Rückseite: 9780521573535 | Neural Network Learning | Martin Anthony (u. a.) | Buch | Englisch

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Sprache: Englisch

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Beschreibung

This book describes theoretical advances in the study of artificial neural networks.

Inhaltsverzeichnis

1. Introduction; Part I. Pattern Recognition with Binary-output Neural Networks: 2. The pattern recognition problem; 3. The growth function and VC-dimension; 4. General upper bounds on sample complexity; 5. General lower bounds; 6. The VC-dimension of linear threshold networks; 7. Bounding the VC-dimension using geometric techniques; 8. VC-dimension bounds for neural networks; Part II. Pattern Recognition with Real-output Neural Networks: 9. Classification with real values; 10. Covering numbers and uniform convergence; 11. The pseudo-dimension and fat-shattering dimension; 12. Bounding covering numbers with dimensions; 13. The sample complexity of classification learning; 14. The dimensions of neural networks; 15. Model selection; Part III. Learning Real-Valued Functions: 16. Learning classes of real functions; 17. Uniform convergence results for real function classes; 18. Bounding covering numbers; 19. The sample complexity of learning function classes; 20. Convex classes; 21. Other learning problems; Part IV. Algorithmics: 22. Efficient learning; 23. Learning as optimisation; 24. The Boolean perceptron; 25. Hardness results for feed-forward networks; 26. Constructive learning algorithms for two-layered networks.

Details

Erscheinungsjahr:	2015
Fachbereich:	EDV
Genre:	Importe , Informatik
Rubrik:	Naturwissenschaften & Technik
Medium:	Buch
ISBN-13:	9780521573535
ISBN-10:	052157353X
Sprache:	Englisch
Einband:	Gebunden
Autor:	Anthony, Martin Bartlett, Peter L.
Hersteller:	Cambridge University Press
Verantwortliche Person für die EU:	Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße:	235 x 157 x 28 mm
Von/Mit:	Martin Anthony (u. a.)
Erscheinungsdatum:	16.04.2015
Gewicht:	0,804 kg